Note that the TV norm penalty introduced here is based on the \(\ell _1\)  norm. Other norms such as \(\ell _2\)  and \(\ell _\infty \)  are also applicable, as recommended in [1]} for Byzantine-robust centralized stochastic optimization. We leave their development and analysis to our future work.
